Publicaciones en colaboración con investigadores/as de École Polytechnique Fédérale de Lausanne (16)

2022

  1. ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections

    Journal of Advances in Modeling Earth Systems, Vol. 14, Núm. 10

2021

  1. Toward a Collective Agenda on AI for Earth Science Data Analysis

    IEEE Geoscience and Remote Sensing Magazine, Vol. 9, Núm. 2, pp. 88-104

2014

  1. Advances in hyperspectral image classification: Earth monitoring with statistical learning methods

    IEEE Signal Processing Magazine, Vol. 31, Núm. 1, pp. 45-54

  2. Explicit recursive and adaptive filtering in reproducing kernel hilbert spaces

    IEEE Transactions on Neural Networks and Learning Systems, Vol. 25, Núm. 7, pp. 1413-1419

  3. Principal polynomial analysis

    International Journal of Neural Systems, Vol. 24, Núm. 7

  4. Semisupervised manifold alignment of multimodal remote sensing images

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 52, Núm. 12, pp. 7708-7720

  5. Spectral adaptation of hyperspectral flight lines using VHR contextual information

    International Geoscience and Remote Sensing Symposium (IGARSS)

  6. Unsupervised alignment of image manifolds with centrality measures

    Proceedings - International Conference on Pattern Recognition

2013

  1. Domain adaptation with Hidden Markov Random Fields

    International Geoscience and Remote Sensing Symposium (IGARSS)

  2. Multi-sensor change detection based on nonlinear canonical correlations

    International Geoscience and Remote Sensing Symposium (IGARSS)

2012

  1. Discovering single classes in remote sensing images with active learning

    International Geoscience and Remote Sensing Symposium (IGARSS)

  2. Large margin filtering

    IEEE Transactions on Signal Processing, Vol. 60, Núm. 2, pp. 648-659

  3. Nonlinear data description with Principal Polynomial Analysis

    IEEE International Workshop on Machine Learning for Signal Processing, MLSP

  4. Remote sensing image segmentation by active queries

    Pattern Recognition, Vol. 45, Núm. 6, pp. 2180-2192

  5. Semisupervised classification of remote sensing images with active queries

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 50, Núm. 10 PART1, pp. 3751-3763

  6. Unsupervised change detection with kernels

    IEEE Geoscience and Remote Sensing Letters, Vol. 9, Núm. 6, pp. 1026-1030